Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "27" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 123 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 118 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 38.203988 | 15.614930 | 69.209522 | 79.612150 | 20.909597 | 27.159426 | 37.170759 | 30.778109 | 0.0487 | 0.0603 | 0.0038 | 1.283087 | 1.279875 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 34.853300 | 16.197444 | 80.576198 | 85.058668 | 31.400640 | 37.677902 | 24.229608 | 12.362612 | 0.0475 | 0.0591 | 0.0049 | 1.241951 | 1.234936 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 2.561844 | 1.602319 | 6.678386 | 6.981248 | 2.751678 | 1.548869 | 3.506182 | 0.366933 | 0.0339 | 0.0304 | 0.0020 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 31.370867 | 18.988165 | 95.066771 | 98.740883 | 27.106894 | 32.666092 | 13.548186 | 1.777170 | 0.0449 | 0.0568 | 0.0054 | 1.276887 | 1.274525 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 39.013428 | 22.739748 | 88.183677 | 92.006141 | 29.128854 | 34.988274 | 19.392391 | 4.154912 | 0.0477 | 0.0608 | 0.0054 | 1.271834 | 1.274573 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 33.971161 | 20.762337 | 82.164076 | 85.394528 | 17.089426 | 21.997458 | 23.563852 | 17.190556 | 0.0490 | 0.0606 | 0.0046 | 1.244621 | 1.242485 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 39.964581 | 16.152188 | 96.673378 | 104.196834 | 22.061017 | 25.074651 | 23.161063 | 13.402953 | 0.0505 | 0.0631 | 0.0047 | 1.262718 | 1.245929 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 33.328294 | 21.105042 | 133.249961 | 139.166840 | 7.101094 | 8.829377 | 20.457494 | 14.802531 | nan | nan | nan | 1.269272 | 1.294905 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.785421 | 17.744689 | 31.318714 | 32.158700 | 10.117008 | 11.652993 | 21.918462 | 5.719354 | 0.0452 | 0.0564 | 0.0041 | 1.253293 | 1.245768 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.668970 | 26.056144 | 10.083594 | 10.650280 | 9.126900 | 10.153076 | 9.058235 | 3.447506 | 0.0339 | 0.0338 | 0.0022 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.066283 | 24.306487 | 111.823710 | 114.594312 | 15.347932 | 17.832184 | 7.640550 | 8.437155 | 0.0388 | 0.0439 | 0.0033 | 1.449871 | 1.543724 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.265052 | 18.546688 | 34.476213 | 35.257753 | 19.955030 | 23.469241 | 0.356907 | 0.204697 | 0.0476 | 0.0527 | 0.0040 | 1.282714 | 1.332358 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.335741 | 15.919202 | 31.016307 | 32.011145 | 23.966278 | 28.490300 | 0.455029 | 0.351186 | 0.0432 | 0.0480 | 0.0041 | 1.234234 | 1.257865 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.112478 | 22.428316 | 35.939321 | 36.132904 | 18.851473 | 22.912524 | 0.749685 | 0.408873 | 0.0462 | 0.0528 | 0.0045 | 1.207955 | 1.234248 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.270490 | 16.870114 | 36.088196 | 37.004662 | 20.983753 | 24.234897 | 0.250347 | 0.189796 | 0.0506 | 0.0575 | 0.0054 | 1.256849 | 1.305532 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.086200 | 16.771491 | 40.860214 | 42.048793 | 23.371427 | 27.354910 | 1.850644 | 1.534441 | 0.0461 | 0.0532 | 0.0058 | 1.215876 | 1.273005 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.269293 | 1.738211 | 2.929411 | 2.413801 | 1.043350 | 0.759729 | 2.702021 | 1.300060 | 0.0355 | 0.0301 | 0.0017 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.760741 | 21.770573 | 33.368762 | 33.791137 | 20.932525 | 24.890481 | 0.607033 | 0.381780 | 0.0458 | 0.0532 | 0.0058 | 1.203933 | 1.235866 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.624217 | 17.136607 | 26.534530 | 27.111544 | 19.064327 | 21.924727 | 1.365272 | 1.068252 | 0.0392 | 0.0437 | 0.0054 | 1.191226 | 1.195117 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.402761 | 17.083558 | 26.279671 | 26.910682 | 15.705918 | 17.179812 | 7.315609 | 6.327710 | 0.0370 | 0.0395 | 0.0032 | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.630722 | 15.919114 | 25.228553 | 25.760035 | 20.606128 | 24.229819 | 1.482690 | 0.681833 | 0.0419 | 0.0476 | 0.0059 | 1.165467 | 1.166439 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.091649 | 16.206552 | 43.424050 | 44.288932 | 24.765037 | 28.343676 | 1.406720 | 1.422805 | 0.0385 | 0.0423 | 0.0041 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.082872 | 16.576213 | 25.345297 | 25.918434 | 15.925506 | 17.955515 | 3.048413 | 2.547919 | 0.0393 | 0.0432 | 0.0050 | 1.158110 | 1.156196 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.709691 | 1.367016 | 2.835975 | 2.502076 | 1.188288 | 0.107410 | 2.747813 | 1.294948 | 0.0379 | 0.0329 | 0.0035 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.744968 | 15.677777 | 33.111798 | 33.608672 | 19.003081 | 21.924464 | -0.058581 | -0.157328 | 0.0383 | 0.0423 | 0.0044 | 1.024056 | 1.020507 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.532291 | 0.532291 | 0.525437 | 0.525437 | -0.677115 | -0.677115 | -0.811160 | -0.811160 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.174538 | 14.159326 | 35.119320 | 35.739697 | 2.395884 | 2.368420 | 0.958507 | 0.641428 | 0.0461 | 0.0552 | 0.0049 | 1.189694 | 1.203759 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.810314 | 12.917368 | 18.417908 | 18.634720 | 2.949094 | 3.387725 | 1.201769 | 0.915644 | 0.0527 | 0.0601 | 0.0054 | 1.203364 | 1.230153 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.228429 | 16.894894 | 34.572326 | 35.622026 | 21.690837 | 23.294809 | 1.659116 | 1.353660 | 0.0488 | 0.0556 | 0.0052 | 1.220999 | 1.261465 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0399 | 0.0357 | 0.0035 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.747008 | 17.257767 | 37.355068 | 38.557987 | 19.473468 | 21.080259 | 3.693612 | 3.117567 | 0.0519 | 0.0588 | 0.0053 | 1.254167 | 1.291777 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0466 | 0.0535 | 0.0055 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0508 | 0.0591 | 0.0060 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.380902 | 20.764871 | 50.396545 | 50.881312 | 29.092511 | 32.134478 | 3.476575 | 3.006399 | 0.0470 | 0.0529 | 0.0046 | 0.970085 | 0.965865 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.408068 | 9.991290 | 20.403926 | 20.652344 | 3.420740 | 4.226442 | 1.455228 | 1.043043 | 0.0486 | 0.0547 | 0.0045 | 1.206511 | 1.233245 |
| 2459550 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0425 | 0.0458 | 0.0023 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.311219 | 15.225963 | 37.897333 | 38.437045 | 21.050110 | 23.035229 | 1.487901 | 1.078290 | 0.0466 | 0.0526 | 0.0046 | 1.223171 | 1.260187 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.311588 | 21.167923 | 76.973201 | 77.898630 | 1.078131 | 1.888153 | 1.727952 | 1.014127 | 0.0460 | 0.0552 | 0.0048 | 1.216050 | 1.230929 |
| 2459541 | RF_maintenance | 100.00% | 98.66% | 98.66% | 0.00% | 100.00% | 0.00% | 10.858318 | 10.365911 | 38.149251 | 36.871294 | 220.239135 | 248.892738 | 8.961069 | 15.553789 | 0.0643 | 0.0752 | 0.0074 | 1.283600 | 1.325237 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.410669 | 15.077542 | 17.156533 | 17.731926 | 4.144709 | 5.215726 | 0.844358 | 0.852171 | 0.0443 | 0.0471 | 0.0020 | 1.194574 | 1.203595 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.349527 | 25.675063 | 65.534507 | 66.242194 | 29.515843 | 31.638106 | 2.988259 | 2.045679 | 0.0432 | 0.0497 | 0.0058 | 1.234352 | 1.270467 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.423821 | 12.075055 | 15.943640 | 16.270852 | 2.187874 | 5.499907 | 0.389835 | 0.341076 | 0.0539 | 0.0574 | 0.0020 | 1.221478 | 1.241147 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.010966 | 12.292501 | 14.822722 | 15.054681 | 2.285980 | 3.867008 | 0.242928 | -0.043895 | 0.0451 | 0.0492 | 0.0030 | 1.204892 | 1.229726 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.179399 | 18.595697 | 35.331849 | 36.078899 | 18.059503 | 20.717652 | 1.578209 | 1.489302 | 0.0437 | 0.0492 | 0.0041 | 1.250911 | 1.267597 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.073040 | 21.578831 | 47.605121 | 48.906155 | 22.326917 | 25.457996 | 1.029865 | 0.821835 | 0.0438 | 0.0496 | 0.0041 | 1.273459 | 1.301768 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.530622 | 10.670963 | 15.055563 | 15.293572 | 3.488645 | 4.261371 | 0.760653 | 0.476139 | 0.0518 | 0.0558 | 0.0039 | 1.214797 | 1.250287 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.390808 | 26.288362 | 53.482973 | 54.594384 | 40.332287 | 34.837175 | 0.351569 | 0.474341 | 0.0477 | 0.0622 | 0.0123 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 22.662304 | 21.753371 | 52.018540 | 52.056853 | 17.296645 | 29.578404 | 2.403348 | 1.895866 | nan | nan | nan | 1.531127 | 1.572254 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.661602 | 22.929764 | 51.231728 | 52.893597 | 10.826329 | 23.584438 | 1.863379 | 1.684625 | 0.0485 | 0.0572 | 0.0077 | 1.286105 | 1.305048 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.103063 | 1.874090 | 2.906365 | 2.764878 | 0.467100 | -0.227335 | 2.023073 | 0.672368 | 0.0394 | 0.0409 | 0.0062 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.739870 | 29.302377 | 49.997486 | 51.481661 | 18.066150 | 15.556967 | 12.905420 | 14.891496 | 0.0445 | 0.0526 | 0.0042 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.113188 | 29.103260 | 46.858311 | 49.722013 | 6.989947 | 9.843424 | 1.113596 | 1.695091 | 0.0499 | 0.0584 | 0.0084 | 1.247693 | 1.323480 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.356811 | 28.618635 | 82.657467 | 84.192234 | 33.783462 | 33.327236 | 2.743851 | 2.818965 | 0.0445 | 0.0564 | 0.0132 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.883718 | 22.767026 | 54.533572 | 56.820036 | 21.477686 | 26.612266 | 1.585933 | 0.783632 | 0.1262 | 0.0566 | 0.0599 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.097973 | 26.478385 | 65.724338 | 69.139591 | 21.712697 | 27.002974 | 0.561156 | 1.454325 | 0.1462 | 0.0564 | 0.0748 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.301951 | 28.635916 | 84.354205 | 89.271429 | 21.123062 | 27.385850 | 2.847333 | 11.641306 | 0.1458 | 0.0567 | 0.0790 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.936516 | 24.776188 | 75.281476 | 79.735408 | 18.008193 | 24.245804 | 3.549458 | 4.477495 | 0.1509 | 0.0701 | 0.0744 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.924140 | 22.798948 | 84.419297 | 83.969737 | 22.310238 | 41.223310 | 2.837429 | 98.614864 | 0.1686 | 0.0670 | 0.0780 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.200793 | 29.792864 | 77.046170 | 81.636840 | 19.875899 | 28.277205 | 1.278758 | 2.092849 | 0.1933 | 0.0744 | 0.0794 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.783763 | 23.916216 | 71.823181 | 76.010155 | 16.970742 | 24.902129 | 1.904034 | 2.761978 | 0.1891 | 0.0701 | 0.0812 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.194401 | 25.188009 | 76.675087 | 81.053355 | 19.793860 | 27.880103 | 5.238656 | 6.128127 | 0.1765 | 0.0589 | 0.0804 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 86.02% | 100.00% | 0.00% | 100.00% | 0.00% | 22.996508 | 26.348258 | 55.623174 | 57.717432 | 22.000855 | 29.018901 | 6.235906 | 6.704619 | 0.2558 | 0.0694 | 0.1067 | 1.191471 | 0.939554 |
| 2459491 | RF_maintenance | 100.00% | 59.14% | 100.00% | 0.00% | 100.00% | 0.00% | 22.139148 | 24.972114 | 60.418918 | 63.228326 | 30.387666 | 43.480228 | 3.890623 | 12.801785 | 0.3715 | 0.1058 | 0.1955 | 0.903345 | 0.652618 |
| 2459490 | RF_maintenance | 100.00% | 88.71% | 100.00% | 0.00% | 100.00% | 0.00% | 25.925370 | 29.486601 | 63.393984 | 65.622670 | 20.868929 | 26.899663 | 5.304231 | 6.800708 | 0.2440 | 0.0701 | 0.1237 | 4.286557 | 1.701753 |
| 2459489 | RF_maintenance | 100.00% | 75.27% | 100.00% | 0.00% | 100.00% | 0.00% | 22.450603 | 25.272422 | 57.210117 | 59.631259 | 20.375160 | 28.242946 | 4.399086 | 8.384591 | 0.2903 | 0.0741 | 0.1562 | 4.329286 | 1.720184 |
| 2459488 | RF_maintenance | 100.00% | 83.33% | 100.00% | 0.00% | 100.00% | 0.00% | 21.711843 | 24.299874 | 47.937746 | 49.482740 | 22.958334 | 30.952600 | 7.476914 | 10.682261 | 0.2608 | 0.0723 | 0.1366 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 61.586278 | 18.769946 | 22.372233 | 59.146604 | 61.586278 | 28.958962 | 29.821070 | 10.017246 | 7.527987 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Temporal Variability | 1153072.906941 | 0.518083 | 0.518083 | 2924.802986 | 2924.802986 | 1153072.906941 | 1153072.906941 | 3.345159 | 3.345159 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 72.879757 | 15.864936 | 21.934047 | 68.557400 | 72.879757 | 25.547849 | 30.559103 | 5.610335 | 5.596854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 78.745687 | 15.928947 | 23.020522 | 73.893272 | 78.745687 | 24.225415 | 27.999647 | 11.591819 | 22.953681 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 93.293998 | 16.262708 | 22.347233 | 87.906347 | 93.293998 | 27.074670 | 33.540328 | 4.905372 | 4.813620 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 76.277830 | 18.388615 | 25.054068 | 72.079388 | 76.277830 | 26.454871 | 33.379024 | 2.725143 | 2.977712 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 72.622827 | 14.503591 | 19.881831 | 68.580172 | 72.622827 | 23.501455 | 29.086515 | 3.748887 | 4.155112 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 75.241298 | 9.280768 | 12.634734 | 70.179599 | 75.241298 | 22.404886 | 29.041608 | 8.751727 | 15.493324 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 86.617603 | 15.428901 | 20.939959 | 81.477832 | 86.617603 | 27.675775 | 35.500037 | 3.429952 | 3.459905 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 83.828046 | 15.989434 | 21.351643 | 79.111386 | 83.828046 | 21.240087 | 27.509298 | 0.621957 | 0.913886 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 80.273710 | 22.959183 | 17.413473 | 80.273710 | 75.341425 | 36.374672 | 28.580575 | 1.425967 | 1.506885 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | 0.177043 | 0.177043 | 0.177043 | 0.176838 | 0.176838 | 0.150409 | 0.150409 | 0.150603 | 0.150603 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 90.524535 | 18.873506 | 21.936284 | 87.127581 | 90.524535 | 34.862737 | 40.266290 | 4.201732 | 3.359641 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 76.711028 | 18.784467 | 22.182031 | 73.989699 | 76.711028 | 22.177621 | 26.388940 | 1.893230 | 1.592095 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 85.284907 | 26.702508 | 22.688166 | 85.284907 | 82.386816 | 33.456242 | 28.769048 | 3.527235 | 4.112633 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 76.144621 | 25.195401 | 29.472048 | 73.305760 | 76.144621 | 35.807136 | 43.288207 | 5.497108 | 4.695743 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 87.060501 | 22.065828 | 25.989546 | 84.141247 | 87.060501 | 28.763825 | 34.340428 | 5.596883 | 5.062023 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 70.652564 | 21.009440 | 17.768101 | 70.652564 | 67.980071 | 29.935541 | 25.217333 | 4.257340 | 5.127567 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Temporal Variability | 0.540601 | 0.409547 | 0.409547 | 0.411940 | 0.411940 | 0.540601 | 0.540601 | 0.537788 | 0.537788 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 65.800200 | 21.640383 | 18.473121 | 65.800200 | 63.194667 | 34.344390 | 28.691006 | 6.928614 | 8.680743 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 72.472231 | 18.113401 | 21.278208 | 69.876016 | 72.472231 | 30.569334 | 38.077260 | 2.104128 | 1.993323 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 66.135365 | 24.302690 | 20.888669 | 66.135365 | 63.415568 | 47.055978 | 38.160663 | 5.169445 | 5.908810 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 126.843605 | 24.097608 | 20.051528 | 126.843605 | 122.606602 | 24.001118 | 19.809036 | 2.730709 | 3.308803 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 79.300367 | 24.258315 | 18.806922 | 79.300367 | 75.321998 | 28.824085 | 27.321546 | 9.641766 | 8.920479 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Shape | 14.178249 | 14.178249 | 13.566072 | 11.156086 | 10.633713 | 2.814026 | 3.704422 | 5.624568 | 9.180761 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 73.587321 | 19.448972 | 16.486815 | 73.587321 | 71.139374 | 38.495470 | 31.186451 | 1.432047 | 2.061216 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 81.212078 | 23.610347 | 19.790846 | 81.212078 | 78.182474 | 38.359711 | 30.923681 | 3.967979 | 5.672838 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 72.210737 | 16.219203 | 19.484103 | 69.559918 | 72.210737 | 31.983392 | 39.263533 | 10.135597 | 8.761258 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 110.554812 | 20.577467 | 17.399737 | 110.554812 | 106.874534 | 44.025143 | 35.135030 | 2.713868 | 4.085539 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 69.722244 | 19.199948 | 22.790068 | 67.265824 | 69.722244 | 24.979501 | 30.413461 | 3.832595 | 2.839942 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 76.642656 | 20.427616 | 23.669116 | 74.108293 | 76.642656 | 23.769703 | 29.533930 | 3.622004 | 2.850525 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 78.557475 | 36.667519 | 15.731622 | 74.168118 | 78.557475 | 47.115325 | 51.209249 | 68.068547 | 33.147154 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 56.036771 | 31.093142 | 18.831484 | 53.477370 | 56.036771 | 26.385107 | 31.322239 | 30.641128 | 10.036741 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 72.731346 | 36.772282 | 22.688962 | 69.249433 | 72.731346 | 27.849361 | 34.378024 | 29.713157 | 23.336853 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 90.316310 | 24.082798 | 38.902606 | 90.316310 | 86.131373 | 31.365225 | 25.120977 | 15.738847 | 27.787247 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 103.771881 | 19.440720 | 31.567921 | 103.771881 | 99.144936 | 36.879763 | 29.801774 | 5.433982 | 12.613717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Temporal Variability | 38.699136 | 11.889971 | 10.447798 | 24.566351 | 24.141364 | 38.699136 | 38.207575 | -2.227768 | -2.312164 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Temporal Discontinuties | 1.418572 | 0.465563 | -0.605200 | -0.193875 | -0.839316 | 0.309609 | -0.969079 | 1.418572 | -0.055020 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 87.370401 | 39.831335 | 23.670826 | 83.419833 | 87.370401 | 35.226955 | 44.383471 | 34.496831 | 20.476813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 88.087969 | 15.725860 | 17.587362 | 85.560939 | 88.087969 | 11.878144 | 13.708246 | 5.589762 | 5.786451 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 105.432683 | 19.957087 | 32.535494 | 105.432683 | 100.861467 | 26.231379 | 21.585468 | 11.585873 | 28.045095 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 82.514204 | 31.403475 | 19.193043 | 78.738639 | 82.514204 | 30.486856 | 36.911955 | 18.378080 | 6.262779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 92.731248 | 18.803899 | 29.242224 | 92.731248 | 88.455986 | 30.734966 | 24.265790 | 8.065711 | 32.813543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 74.891807 | 18.726434 | 30.316753 | 74.891807 | 71.493612 | 35.382149 | 29.014839 | 5.489951 | 15.082009 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 87.293400 | 29.763832 | 41.150681 | 87.293400 | 84.652708 | 16.611454 | 20.069734 | 26.064538 | 27.347865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 79.612150 | 38.203988 | 15.614930 | 69.209522 | 79.612150 | 20.909597 | 27.159426 | 37.170759 | 30.778109 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 85.058668 | 34.853300 | 16.197444 | 80.576198 | 85.058668 | 31.400640 | 37.677902 | 24.229608 | 12.362612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 6.981248 | 1.602319 | 2.561844 | 6.981248 | 6.678386 | 1.548869 | 2.751678 | 0.366933 | 3.506182 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 98.740883 | 18.988165 | 31.370867 | 98.740883 | 95.066771 | 32.666092 | 27.106894 | 1.777170 | 13.548186 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 92.006141 | 39.013428 | 22.739748 | 88.183677 | 92.006141 | 29.128854 | 34.988274 | 19.392391 | 4.154912 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 85.394528 | 20.762337 | 33.971161 | 85.394528 | 82.164076 | 21.997458 | 17.089426 | 17.190556 | 23.563852 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 104.196834 | 39.964581 | 16.152188 | 96.673378 | 104.196834 | 22.061017 | 25.074651 | 23.161063 | 13.402953 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 139.166840 | 21.105042 | 33.328294 | 139.166840 | 133.249961 | 8.829377 | 7.101094 | 14.802531 | 20.457494 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 32.158700 | 26.785421 | 17.744689 | 31.318714 | 32.158700 | 10.117008 | 11.652993 | 21.918462 | 5.719354 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | 28.668970 | 28.668970 | 26.056144 | 10.083594 | 10.650280 | 9.126900 | 10.153076 | 9.058235 | 3.447506 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 114.594312 | 22.066283 | 24.306487 | 111.823710 | 114.594312 | 15.347932 | 17.832184 | 7.640550 | 8.437155 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 35.257753 | 16.265052 | 18.546688 | 34.476213 | 35.257753 | 19.955030 | 23.469241 | 0.356907 | 0.204697 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 32.011145 | 15.919202 | 14.335741 | 32.011145 | 31.016307 | 28.490300 | 23.966278 | 0.351186 | 0.455029 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 36.132904 | 20.112478 | 22.428316 | 35.939321 | 36.132904 | 18.851473 | 22.912524 | 0.749685 | 0.408873 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 37.004662 | 16.870114 | 15.270490 | 37.004662 | 36.088196 | 24.234897 | 20.983753 | 0.189796 | 0.250347 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 42.048793 | 15.086200 | 16.771491 | 40.860214 | 42.048793 | 23.371427 | 27.354910 | 1.850644 | 1.534441 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Power | 2.929411 | 2.269293 | 1.738211 | 2.929411 | 2.413801 | 1.043350 | 0.759729 | 2.702021 | 1.300060 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 33.791137 | 21.770573 | 19.760741 | 33.791137 | 33.368762 | 24.890481 | 20.932525 | 0.381780 | 0.607033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 27.111544 | 17.136607 | 15.624217 | 27.111544 | 26.534530 | 21.924727 | 19.064327 | 1.068252 | 1.365272 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 26.910682 | 17.083558 | 15.402761 | 26.910682 | 26.279671 | 17.179812 | 15.705918 | 6.327710 | 7.315609 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 25.760035 | 14.630722 | 15.919114 | 25.228553 | 25.760035 | 20.606128 | 24.229819 | 1.482690 | 0.681833 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 44.288932 | 16.206552 | 15.091649 | 44.288932 | 43.424050 | 28.343676 | 24.765037 | 1.422805 | 1.406720 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 25.918434 | 16.576213 | 15.082872 | 25.918434 | 25.345297 | 17.955515 | 15.925506 | 2.547919 | 3.048413 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Power | 2.835975 | 1.367016 | 1.709691 | 2.502076 | 2.835975 | 0.107410 | 1.188288 | 1.294948 | 2.747813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 33.608672 | 15.677777 | 14.744968 | 33.608672 | 33.111798 | 21.924464 | 19.003081 | -0.157328 | -0.058581 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Shape | 0.532291 | 0.532291 | 0.532291 | 0.525437 | 0.525437 | -0.677115 | -0.677115 | -0.811160 | -0.811160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 35.739697 | 13.174538 | 14.159326 | 35.119320 | 35.739697 | 2.395884 | 2.368420 | 0.958507 | 0.641428 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 18.634720 | 11.810314 | 12.917368 | 18.417908 | 18.634720 | 2.949094 | 3.387725 | 1.201769 | 0.915644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 35.622026 | 16.894894 | 16.228429 | 35.622026 | 34.572326 | 23.294809 | 21.690837 | 1.353660 | 1.659116 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 38.557987 | 17.257767 | 16.747008 | 38.557987 | 37.355068 | 21.080259 | 19.473468 | 3.117567 | 3.693612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 50.881312 | 20.764871 | 19.380902 | 50.881312 | 50.396545 | 32.134478 | 29.092511 | 3.006399 | 3.476575 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 20.652344 | 9.991290 | 9.408068 | 20.652344 | 20.403926 | 4.226442 | 3.420740 | 1.043043 | 1.455228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 38.437045 | 14.311219 | 15.225963 | 37.897333 | 38.437045 | 21.050110 | 23.035229 | 1.487901 | 1.078290 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 77.898630 | 21.167923 | 20.311588 | 77.898630 | 76.973201 | 1.888153 | 1.078131 | 1.014127 | 1.727952 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Temporal Variability | 248.892738 | 10.365911 | 10.858318 | 36.871294 | 38.149251 | 248.892738 | 220.239135 | 15.553789 | 8.961069 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 17.731926 | 15.077542 | 13.410669 | 17.731926 | 17.156533 | 5.215726 | 4.144709 | 0.852171 | 0.844358 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 66.242194 | 25.675063 | 25.349527 | 66.242194 | 65.534507 | 31.638106 | 29.515843 | 2.045679 | 2.988259 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 16.270852 | 10.423821 | 12.075055 | 15.943640 | 16.270852 | 2.187874 | 5.499907 | 0.389835 | 0.341076 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 15.054681 | 12.292501 | 11.010966 | 15.054681 | 14.822722 | 3.867008 | 2.285980 | -0.043895 | 0.242928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 36.078899 | 17.179399 | 18.595697 | 35.331849 | 36.078899 | 18.059503 | 20.717652 | 1.578209 | 1.489302 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 48.906155 | 20.073040 | 21.578831 | 47.605121 | 48.906155 | 22.326917 | 25.457996 | 1.029865 | 0.821835 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 15.293572 | 10.670963 | 9.530622 | 15.293572 | 15.055563 | 4.261371 | 3.488645 | 0.476139 | 0.760653 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 54.594384 | 24.390808 | 26.288362 | 53.482973 | 54.594384 | 40.332287 | 34.837175 | 0.351569 | 0.474341 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 52.056853 | 22.662304 | 21.753371 | 52.018540 | 52.056853 | 17.296645 | 29.578404 | 2.403348 | 1.895866 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 52.893597 | 22.929764 | 17.661602 | 52.893597 | 51.231728 | 23.584438 | 10.826329 | 1.684625 | 1.863379 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | ee Power | 2.906365 | 1.874090 | 2.103063 | 2.764878 | 2.906365 | -0.227335 | 0.467100 | 0.672368 | 2.023073 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 51.481661 | 29.302377 | 25.739870 | 51.481661 | 49.997486 | 15.556967 | 18.066150 | 14.891496 | 12.905420 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 74.050513 | 27.233730 | 29.280912 | 72.446608 | 74.050513 | 24.462040 | 22.470757 | 9.068862 | 8.330228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 49.722013 | 29.103260 | 23.113188 | 49.722013 | 46.858311 | 9.843424 | 6.989947 | 1.695091 | 1.113596 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 84.192234 | 26.356811 | 28.618635 | 82.657467 | 84.192234 | 33.783462 | 33.327236 | 2.743851 | 2.818965 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 56.820036 | 18.883718 | 22.767026 | 54.533572 | 56.820036 | 21.477686 | 26.612266 | 1.585933 | 0.783632 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 69.139591 | 20.097973 | 26.478385 | 65.724338 | 69.139591 | 21.712697 | 27.002974 | 0.561156 | 1.454325 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 89.271429 | 28.635916 | 20.301951 | 89.271429 | 84.354205 | 27.385850 | 21.123062 | 11.641306 | 2.847333 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 79.735408 | 17.936516 | 24.776188 | 75.281476 | 79.735408 | 18.008193 | 24.245804 | 3.549458 | 4.477495 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Temporal Discontinuties | 98.614864 | 22.798948 | 19.924140 | 83.969737 | 84.419297 | 41.223310 | 22.310238 | 98.614864 | 2.837429 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 81.636840 | 21.200793 | 29.792864 | 77.046170 | 81.636840 | 19.875899 | 28.277205 | 1.278758 | 2.092849 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 76.010155 | 16.783763 | 23.916216 | 71.823181 | 76.010155 | 16.970742 | 24.902129 | 1.904034 | 2.761978 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 81.053355 | 25.188009 | 18.194401 | 81.053355 | 76.675087 | 27.880103 | 19.793860 | 6.128127 | 5.238656 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 57.717432 | 26.348258 | 22.996508 | 57.717432 | 55.623174 | 29.018901 | 22.000855 | 6.704619 | 6.235906 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 63.228326 | 22.139148 | 24.972114 | 60.418918 | 63.228326 | 30.387666 | 43.480228 | 3.890623 | 12.801785 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 65.622670 | 29.486601 | 25.925370 | 65.622670 | 63.393984 | 26.899663 | 20.868929 | 6.800708 | 5.304231 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 59.631259 | 22.450603 | 25.272422 | 57.210117 | 59.631259 | 20.375160 | 28.242946 | 4.399086 | 8.384591 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 27 | 1 | RF_maintenance | nn Power | 49.482740 | 21.711843 | 24.299874 | 47.937746 | 49.482740 | 22.958334 | 30.952600 | 7.476914 | 10.682261 |